{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Inference",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YpGFMiKfiTuk",
        "colab_type": "text"
      },
      "source": [
        "# PyTorch Metric Learning\n",
        "See the documentation [here](https://kevinmusgrave.github.io/pytorch-metric-learning/)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ix6axXiRiaal",
        "colab_type": "text"
      },
      "source": [
        "## Install the packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yhkMjfZFVyxM",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 347
        },
        "outputId": "a54860b2-4d2d-4d3c-9b3f-cac083514f51"
      },
      "source": [
        "!pip install pytorch-metric-learning\n",
        "!pip install -q faiss-gpu\n",
        "!git clone https://github.com/akamaster/pytorch_resnet_cifar10"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Collecting pytorch-metric-learning==0.9.90.dev2\n",
            "\u001b[?25l  Downloading https://files.pythonhosted.org/packages/90/cb/10a38d4b8643f6848aa682217b2188826bc07d919a3536040d6fc782d623/pytorch_metric_learning-0.9.90.dev2-py3-none-any.whl (90kB)\n",
            "\r\u001b[K     |███▋                            | 10kB 15.4MB/s eta 0:00:01\r\u001b[K     |███████▎                        | 20kB 4.8MB/s eta 0:00:01\r\u001b[K     |███████████                     | 30kB 6.0MB/s eta 0:00:01\r\u001b[K     |██████████████▌                 | 40kB 5.8MB/s eta 0:00:01\r\u001b[K     |██████████████████▏             | 51kB 5.4MB/s eta 0:00:01\r\u001b[K     |█████████████████████▉          | 61kB 5.4MB/s eta 0:00:01\r\u001b[K     |█████████████████████████▍      | 71kB 5.8MB/s eta 0:00:01\r\u001b[K     |█████████████████████████████   | 81kB 6.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 92kB 4.3MB/s \n",
            "\u001b[?25hRequirement already satisfied: torchvision in /usr/local/lib/python3.6/dist-packages (from pytorch-metric-learning==0.9.90.dev2) (0.7.0+cu101)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from pytorch-metric-learning==0.9.90.dev2) (4.41.1)\n",
            "Requirement already satisfied: torch>=1.6.0 in /usr/local/lib/python3.6/dist-packages (from pytorch-metric-learning==0.9.90.dev2) (1.6.0+cu101)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (from pytorch-metric-learning==0.9.90.dev2) (0.22.2.post1)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from pytorch-metric-learning==0.9.90.dev2) (1.18.5)\n",
            "Requirement already satisfied: pillow>=4.1.1 in /usr/local/lib/python3.6/dist-packages (from torchvision->pytorch-metric-learning==0.9.90.dev2) (7.0.0)\n",
            "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from torch>=1.6.0->pytorch-metric-learning==0.9.90.dev2) (0.16.0)\n",
            "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->pytorch-metric-learning==0.9.90.dev2) (0.16.0)\n",
            "Requirement already satisfied: scipy>=0.17.0 in /usr/local/lib/python3.6/dist-packages (from scikit-learn->pytorch-metric-learning==0.9.90.dev2) (1.4.1)\n",
            "Installing collected packages: pytorch-metric-learning\n",
            "Successfully installed pytorch-metric-learning-0.9.90.dev2\n",
            "\u001b[K     |████████████████████████████████| 35.5MB 97kB/s \n",
            "\u001b[?25hCloning into 'pytorch_resnet_cifar10'...\n",
            "remote: Enumerating objects: 81, done.\u001b[K\n",
            "remote: Total 81 (delta 0), reused 0 (delta 0), pack-reused 81\u001b[K\n",
            "Unpacking objects: 100% (81/81), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "arrmHAWJiffp",
        "colab_type": "text"
      },
      "source": [
        "## Import the packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u-TsIJjkVmwt",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "%matplotlib inline\n",
        "from pytorch_resnet_cifar10 import resnet # pretrained models from https://github.com/akamaster/pytorch_resnet_cifar10\n",
        "from pytorch_metric_learning.utils.inference import MatchFinder, InferenceModel\n",
        "from pytorch_metric_learning.distances import CosineSimilarity\n",
        "from pytorch_metric_learning.utils import common_functions as c_f\n",
        "from torchvision import datasets, transforms\n",
        "import torchvision\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.nn.functional as F\n",
        "import torch.nn.init as init\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TAqGqYrnihQc",
        "colab_type": "text"
      },
      "source": [
        "## Create helper functions"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WdUzoef_WtCa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def print_decision(is_match):\n",
        "    if is_match:\n",
        "        print(\"Same class\")\n",
        "    else:\n",
        "        print(\"Different class\")\n",
        "\n",
        "mean = [0.485, 0.456, 0.406]\n",
        "std = [0.229, 0.224, 0.225]\n",
        "\n",
        "inv_normalize = transforms.Normalize(\n",
        "   mean= [-m/s for m, s in zip(mean, std)],\n",
        "   std= [1/s for s in std]\n",
        ")\n",
        "\n",
        "def imshow(img, figsize=(8, 4)):\n",
        "    img = inv_normalize(img)\n",
        "    npimg = img.numpy()\n",
        "    plt.figure(figsize = figsize)\n",
        "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
        "    plt.show()"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sZl6T8MjiuOD",
        "colab_type": "text"
      },
      "source": [
        "## Create the dataset and load the trained model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3rDNNVjjito4",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "de50ac20-1cea-4d4a-f9a7-86cd5727c652"
      },
      "source": [
        "transform = transforms.Compose([transforms.ToTensor(),\n",
        "                    transforms.Normalize(mean=mean, std=std)])\n",
        "\n",
        "dataset = datasets.CIFAR10(root=\"CIFAR10_Dataset\", train=False, transform=transform, download=True)\n",
        "labels_to_indices = c_f.get_labels_to_indices(dataset.targets)\n",
        "model = torch.nn.DataParallel(resnet.resnet20())\n",
        "checkpoint = torch.load(\"pytorch_resnet_cifar10/pretrained_models/resnet20-12fca82f.th\")\n",
        "model.load_state_dict(checkpoint['state_dict'])\n",
        "model.module.linear = c_f.Identity() \n",
        "model.to(torch.device(\"cuda\"))\n",
        "print(\"done model loading\")"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Files already downloaded and verified\n",
            "done model loading\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b176nhrwimmf",
        "colab_type": "text"
      },
      "source": [
        "## Create the InferenceModel wrapper"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0m_bCb8-h-WV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "match_finder = MatchFinder(distance=CosineSimilarity(), threshold=0.7)\n",
        "inference_model = InferenceModel(model, match_finder=match_finder, batch_size=64)\n",
        "\n",
        "# cars and frogs\n",
        "classA, classB = labels_to_indices[1], labels_to_indices[6]"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WvflnxyY97a1",
        "colab_type": "text"
      },
      "source": [
        "## Get nearest neighbors of a query"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6FrFe1-H-DIp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# create faiss index\n",
        "train_vectors = torch.stack([dataset[i][0] for i in range(len(dataset))], dim=0)\n",
        "inference_model.train_indexer(train_vectors, emb_dim = 64)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jf48dl2OBV74",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 881
        },
        "outputId": "80dbf447-cf77-49b4-f07d-6c47463ded71"
      },
      "source": [
        "# get 10 nearest neighbors for a car image\n",
        "for img_type in [classA, classB]:\n",
        "    img = train_vectors[img_type[0]].unsqueeze(0)\n",
        "    print(\"query image\")\n",
        "    imshow(torchvision.utils.make_grid(img))\n",
        "    indices, distances = inference_model.get_nearest_neighbors(img, k=10)\n",
        "    nearest_imgs = train_vectors[indices]\n",
        "    print(\"nearest images\")\n",
        "    imshow(torchvision.utils.make_grid(nearest_imgs))"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "query image\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "nearest images\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "query image\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "nearest images\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jjZLaY5qi1uv",
        "colab_type": "text"
      },
      "source": [
        "## Compare two images of the same class"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "R42W1mwlXjBt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "outputId": "7ab87277-3cc0-4bb1-f2f1-6a28bce65cdc"
      },
      "source": [
        "# compare two images of the same class\n",
        "(x, _), (y, _) = dataset[classA[0]], dataset[classA[1]]\n",
        "imshow(torchvision.utils.make_grid(torch.stack([x,y], dim=0)))\n",
        "decision = inference_model.is_match(x.unsqueeze(0), y.unsqueeze(0))\n",
        "print_decision(decision)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Same class\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ikC8rGD9i4lG",
        "colab_type": "text"
      },
      "source": [
        "## Compare two images of different classes"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0UIj-AnSZVq8",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "outputId": "e4586612-e365-4f05-f38b-dec6491205b3"
      },
      "source": [
        "# compare two images of a different class\n",
        "(x, _), (y, _) = dataset[classA[0]], dataset[classB[0]]\n",
        "imshow(torchvision.utils.make_grid(torch.stack([x,y], dim=0)))\n",
        "decision = inference_model.is_match(x.unsqueeze(0), y.unsqueeze(0))\n",
        "print_decision(decision)"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Different class\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AiHZXR6ki77J",
        "colab_type": "text"
      },
      "source": [
        "## Compare multiple pairs of images"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tFXrTUigcVJn",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "outputId": "b87a0acd-5ae9-432d-9d9d-b3b32e3da538"
      },
      "source": [
        "# compare multiple pairs of images\n",
        "x = torch.zeros(20, 3, 32, 32)\n",
        "y = torch.zeros(20, 3, 32, 32)\n",
        "for i in range(0, 20, 2):\n",
        "    x[i] = dataset[classA[i]][0]\n",
        "    x[i+1] = dataset[classB[i]][0]\n",
        "    y[i] = dataset[classA[i+20]][0]\n",
        "    y[i+1] = dataset[classB[i+20]][0]\n",
        "imshow(torchvision.utils.make_grid(torch.cat((x,y), dim=0), nrow=20), figsize=(30, 3))\n",
        "decision = inference_model.is_match(x, y)\n",
        "for d in decision:\n",
        "    print_decision(d)\n",
        "print(\"accuracy = {}\".format(np.sum(decision)/len(x)))"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 2160x216 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "Same class\n",
            "accuracy = 1.0\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VvqLS2cci9vT",
        "colab_type": "text"
      },
      "source": [
        "## Compare all pairs within a batch"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xd1MnZDgdJEt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "outputId": "ff33604d-8709-495b-db0d-b3d451f35fe7"
      },
      "source": [
        "# compare all pairs within a batch\n",
        "match_matrix = inference_model.get_matches(x)\n",
        "assert match_matrix[0,0] # the 0th image should match with itself\n",
        "imshow(torchvision.utils.make_grid(torch.stack((x[3],x[4]), dim=0)))\n",
        "print_decision(match_matrix[3,4]) # does the 3rd image match the 4th image?"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Different class\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w0Uvn5DCjBLy",
        "colab_type": "text"
      },
      "source": [
        "## Compare all pairs between queries and references"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mxHIlREegSYw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        },
        "outputId": "be7d88a9-9e43-4634-a6b7-2e2c3af1f846"
      },
      "source": [
        "# compare all pairs between queries and references\n",
        "match_matrix = inference_model.get_matches(x, y)\n",
        "imshow(torchvision.utils.make_grid(torch.stack((x[6],y[6]), dim=0)))\n",
        "print_decision(match_matrix[6, 6]) # does the 6th query match the 6th reference?"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Same class\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "djkNbKsrjEC5",
        "colab_type": "text"
      },
      "source": [
        "# Get results in tuple form"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9VvFa4kKhHM6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "84195c43-62cf-4405-9c5a-b655f5838f78"
      },
      "source": [
        "# make a new model with high threshold\n",
        "match_finder = MatchFinder(distance=CosineSimilarity(), threshold=0.95)\n",
        "inference_model = InferenceModel(model, match_finder=match_finder)\n",
        "\n",
        "# get all matches in tuple form\n",
        "match_tuples = inference_model.get_matches(x, y, return_tuples=True)\n",
        "print(\"MATCHING IMAGE PAIRS\")\n",
        "for i,j in match_tuples:\n",
        "    print(i,j)\n",
        "    imshow(torchvision.utils.make_grid(torch.stack((x[i],y[j]), dim=0)))"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "MATCHING IMAGE PAIRS\n",
            "3 5\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "7 3\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "10 12\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "12 14\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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q8smvPEbrpSCd3dbL930mz5ODmSBh3N7OE4t9a/jyX3v1EK2PzczQ+mgw/mqe7+P2luB+7KDPaDnFE5RTxs/jWoJfJ/JJfl3JBbu+JbhOrLpqHa3/wX/6DVpfv5YnSQHg9BTvD9uS4z1Rzw7003q78fPvbdv4+dQRpFIzwXKqFZ5ULo7yerPoE6SIiAihCVJERITQBCkiIkJoghQRESE0QYqIiBDLOsUaqQSpNYtSo1Gz1CDEGvWAjdKt0bNMolQtgqfKA0DPap5Q2/32W2h969ZtfEFB8i5ah/EJnmYbn5jkiwmeKr/7lt20Xpzlj1k/fIg/tb4c9M/duG4Drff29tJ61DO2o72T14Pejps38TTeVZt5WvjLX/4qrf/TD75L68lk875XHTxwlNYPvfwKrefaeZp0fGaI1lu7eJ/ccpDqLJf4idazih/rmZt4YvvU6XFaPz18mtajPrntCd5PFBV+zLW28vG0BcdQTzdP8xYs6PE8EyS2g+tcPkiYdvfwY/2+X3wvrQPAoUOv0no6wd+7spFfV3yKHyuZBE8el4r8ejNW4H1yR2Z43ZvYw5jRJ0gRERFCE6SIiAihCVJERITQBCkiIkJoghQRESGWd4o16E9ZC/pZRr1So6e7RyHTKN4apWHDsGrw/UdLC+8RCQB9UVryap6WzObytF4OGsQmUtFK87GuWbOG1m+88UZat6D3abHIU6yZDO+LuXbtelq/6Qb+vr1r+TjzwfapBWnewjRP7R574wStnxoYoPXWDp5kjBKRpbM8ybgYj/3t12h98Ojr/B94hpdneQJxxof5coLk9OmzfDmPv8hTpm29q2h94/braf31A/tpffw0H2d3N98Hvat4CjQdXIcswY+hVAt//XSJnwPDw4O0DuPLX9PGrx+Z4PWdHTxtCwCZoC/ti/ufp/UceK/Urgy/3hQL/Hwan+Kp1FKNJ4xrwbZuYgtjSp8gRURECE2QIiIihCZIERERQhOkiIgIoQlSRESEuGCK1cweAfAhAMPufkO99scAfhPAuSaIn3T3bzV7cLWoWWqQlKwEycSaB4nOIH6aCL5vqHiF1j1YfqqF96ZMZnlqEABqQch0cJj3OhwbP0LrrXmeorzuuutoffv27fz1115L6+t7eR/NsQn+hO/CDE+/vfNdt9P6pj7ec7Wtja/X4ABPAr56lPclHRzk6dMTx4/T+qmBk7R+5vQZWh8dG6P1cpDATlvzAuUv7uOpzokBfgy1d/N92dXNe65OzUzQus3y8yaZ5sd7OsUTxtPjvOfqycOHaH3o2DG+/OAcePt77qb1O+98D61v38B71a5r5and9qDnaqXGrx9ja/k4i0Gf0bYsT7Fmo/7LifjYuu12fv5dey2/HhQn+PFenOT100M8STx5hF+3Cmd5X91ymSeh0+noMx6/JjdqIZ8gvwDgHlL/jLvvqv/X9MlRRERkKV1wgnT3JwGMXoaxiIiILBsX8zvI3zGz/Wb2iJnxO2wBmNmDZrbHzPYUCvzHbCIiIsvNYifIzwPYBmAXgAEAfx690N0fcvfd7r47n+ddG0RERJabRU2Q7j7k7lWf6+32FwBube6wREREltaionNmtt7dz8UAPwLgpeYN6Z/xTCqAoCdqLerFGi0oqFuSp08zxtN4leDJ36k0T5WVgyeXA8DAIE9jjgXJvr71fbR+yy27af0du3m9bwNfTns771v59DNP03oqSBjvvH4nrXd0BknJKd7D8cdPPUXr+198kdZPnTpF6yMjPC1XKPCeqLUqTyCmg4RmKsWPofb2oEdrmMZrXCU4P9pXr6b1tT08xXpimPduzbXxnwRFT3evVnkP0lpwAuZTWVqPfv40NsD75JaCVHvy3TzF+ux+nqz86Z4DtH7TZt4zdudVPPXa1c1/E1UGX9+pIk9uDp3lfUwBvt+75vnJXXcbf++1vWtpPbOO11Hhvz4rBtfG697J1+1EsC9f2ruH1g++spfWeT66cQu5zeNvANwFYLWZnQDwRwDuMrNdmJti+gH8VpPGIyIisixccIJ09/tJ+eFLMBYREZFlQ510RERECE2QIiIihCZIERERonkNIC+nIJ1mCZ4cDPvyhY+j5mmwXPA0+GqQ1Do7zROR7V1hXwVs2rSR1t/1rnfR+i03v53WO9q7aH1ikqdDXz38Kq1v2MB7oh5/g/csPfTKQVo/fPgwrU9OTdH68BDvG/r8C/xJ5+UyT0p2dvKnqW9Yv57XN/CUXtQDtlrh6daRkRFaP3WSp/SKU7yH7WJkg9RiOsNT1ekMP29mJ/ixglmeovRZfh6UPUidB+drlP5GkIa1oL8tSrx+9BA/RgvZNbR+epD3GX1imiehN23my3n7O2+j9Vyen6vlKr8+lUv8mKuVgv1ViBuhJWd4z+Bk0Hc6E+ybjuCY61zFk9MbtvEezx2rr6b1m2/l5/FwkOid6efJ40bpE6SIiAihCVJERITQBCkiIkJoghQRESE0QYqIiBDLOsWaCPp6Vio8LRdlWBNBb9VqkK7zICXbluF9CxGMZ/umTbT+gQ9+gC8HwI4dO2g9WoeDB3ha69gxnjKNvONW3m/++uuvp/XbbueJvNEovRn0RG1r48ngvj6enl23oZfW16zh/S87OnhCMB30Sp2c4GnS0RGeZBwe5j1ypws8nRv2Cw76mC5KkZ8340M8sTh9hq9bAjw1Wi3z/rPB6YpkjX8hej3A06fTMzwV7sF5jCAlezDo25vq5snmIz99ltYnhl6j9fR7fpbWV/3su2l9Otg+4yW+XsVpfmy9+syPaH3f//shrQPA9BBPVSPoPexJvu8zwfmUy+do/Zqdu2j9+jv4tXHLtmtovdrJrxOAUqwiIiKXjCZIERERQhOkiIgIoQlSRESE0AQpIiJCLOsUqxlPcSWDRGfw8jDl1t7Fnwh+w86dtH7NNdto/cRJntBcF/T17JqnF+veF/gTsgcGB2j97ESQlgzaz7a1ttL68889R+s9PbyX4u5dN9P6vffeS+vFEk9E5rK8h2O5UqT1I0dfofXh4WFaP3qU94CdOMsTnVEP1akp3ueyFvThTST5qVUs8ievt+aa9Qx0YHqap0A3bNpO61MTJ2m9eJY/9T3dyfvSwoK0eIkndBNBWjxKRKYyPEFZLvN90NHFj92eTVtovTDOj6HiKD/3kiWeqs0k+PqeHePLf/nYPj4e4+vbu5r3JS2UJ2g91cGTpADQldtK69G1dKbEz0sH35flYEFHgvRs+ijvCY1g369bxT/j8atN4/QJUkREhNAEKSIiQmiCFBERITRBioiIEJogRUREiAumWM1sE4C/BrAWgAN4yN0/a2arAHwFwBYA/QDuc3ceDVwkMz5/u/OUXnc378e5+Sqe1Np8NX+qdd+mPlpPBb0dp2d4suvU4CCtHzsR9D8EUA5SYlFf2nSQliwHMdZjx/pp/ckf/ZDWX+8/RuvdH/99Ws8GabMDB16m9elp/kTwcplvhzMjPFE4NsYPvUKBJw1nZnhCs1AInsoeiHq6Vmv8GE0lg0R1Z0dD7zufliB5vHXjdbT+2kGeYB6f4E+ityBFnszyJG4tFfRODlKv6WD50ffziRTfptfecBOtt3Tw68TgCE+ZVmb4Mdq9im/ng6/yc2bqq1+n9Y0beQ/YmgfncHD5qAXXjr5NV/F/AKBY5D1Xkxm+DxJpvpzojoNqhS8fQe/hmUl+R8Cx/bxHcqmLD4h3YG7cQj5BVgB83N13ArgNwG+b2U4AnwDwfXffDuD79b+LiIisCBecIN19wN2fr/95EsBBAH0A7gXwaP1ljwL48KUapIiIyOXW0O8gzWwLgJsBPANgrbuf+3nXIOZ+BMv+zYNmtsfM9hQK/CZpERGR5WbBE6SZtQH4OwC/5+7/omWDzz1AkbZScPeH3H23u+/O53nXFBERkeVmQROkmaUxNzl+0d3P/aZ5yMzW17++HgD/DbeIiMhb0EJSrAbgYQAH3f3T533pMQAfBfBn9f9/s9mDS4AnnTKZLK3fcccdtL5h42ZaP/waT5vt28v7oSaCVG2xxH90XA1SaKlU/H1JS5ACjVJiUX22wJN3QwO872YySMm++spBWv+/j/PdfeedfB/s3f8Cre95bg+tR+nQbVv5vqxGqbggrVqc5fXZ4PXlIu/uWK7wtGrUL7gtx/tiVitB89xF2LpzB62vXsW33dgZnhx8/SBPCCam+Dp7MejTWeX7ppLkx5y1816vqaBvbzbN69t23EDriRS/fhx7jfcBLU7yBOVIkLT2IZ6EnjlxmtZrW9fReiLoKFoo8+15ZoIntqfm+dXWTNAb+J2330br9z9wP61bcP04dOgQrX/hkYdpPZXm5826IDE83MJf/57beT/tRi2kWfkdAB4A8KKZnZs5Pom5ifGrZvYxAMcA3NeUEYmIiCwDF5wg3f0pAEFvd7yvucMRERFZHtRJR0REhNAEKSIiQmiCFBERIRYS0llC/CnVuSAJeHaSp7gs6Ik6NMT7etaCRGSuhb9vlLzKZXgKMDlPijUZJPucDwm14AvlEk+xVko8pbkt6EsbPa396ad/QuvtnTxRWA0SeV3d7bQe9XSNtsPQwBCtnxkZofUo3Voq8mOoEvS5LJd5r8mWFp6UXL9uA62v7mpeinXVGt6JsquTP4k+wU+zsF4KjgkYr9fSQQPPdLCPk/z15eD7+c7Obr78Ft4btlzk48xl+eWwJUgkV8LkMa9PT/Jzcv++N2g9HW1P49utGtQr1TjFWqnx43q4n6fX9/3kh7Te2sq39eBJfo2dGub1coknpIsD/PWZHD/PmpVi1SdIERERQhOkiIgIoQlSRESE0AQpIiJCaIIUEREhlnWKNR2k3CYnJ2j9Jz95itavvmY7ra/q4U8Wr1V5eiwRpNnSQUovnY4aEM0jSA5GX6jVeIqyFvQIzaR56mvdWt4PcmqKpzoPH+U9Fl9+6WVaX7Oml9avDfZN1Bv2eD/vn3so6Bk7NjZG6+XgSedRwLilJUhcBvurVuPH0EDQC7cv2P6LkeGBQvSu58f72BhP+iaivsBZXk+0tNJ6MsvriSD9nQrOJ0vwy1Vnz3pa37HzbXw5RZ4mTZb4sXLihX20Ph6k5msJHrVO5oOUaYW/fnaG93Rd3cfXtxL0vB0f4ufMHH4AHznMz6cjR3k9EZyvtegECZqzteR4H95ikBavBOdxs+gTpIiICKEJUkREhNAEKSIiQmiCFBERITRBioiIEMs8xcrTbMWgF2Rn9yparwSpVK/xhFUmw5OeUZ/UKMEVNQ71OKoKM57uitYhehJ9S9A3Npfn9XKJ90pNJHjSMFqFM0O8J2p3O+8DOjLJn7I+MTZO60ePHKH1oQHebzeSDbZPNsvXt1rlqeDOoL/peDD+4gzvi5kLercuRjJIW588eYLWsxl+zNVKPKWZDlKaqPDllMd5v89a1Ow1Gyw/6DVqG7fS+tnxUVpf38H3/etH+mk9ESQrk7P8mIh6Rbf38OvT6rVr+HKC3rDZLt57NkrZP/fEd2gdACrTZ2ndghM8unIFl9Kwny+C69yaa66j9WqFX5/a2vm+aRZ9ghQRESE0QYqIiBCaIEVERAhNkCIiIoQmSBEREeKCKVYz2wTgrwGsxVyI6SF3/6yZ/TGA3wRwLob4SXf/VjMHt+Wqq2h9eIT3TGzJ80RTtRb0Rmywt2rUX7MWPeY+ynyFr4/foxqkWKNur5ksT0W2ZFtoPZHkS+pq5SnNlqBP58njvNdoIvhebGpyitYnp3gfyoTx5Vy7/Vpa7+jooPV163jv03TQH/QnT/+Y1guFGVqfKfLUXe9qnmTs6VlN64uxIb+B1vc9x/toTgydofUaguTuaj7WX77v12j90Kv9tH708Cu0XgqSlW3dvJ9vR4pv6/GT/H1HTvFjd2SM93guBwnKoLUqMvwUQ08nT7d2tfLmuck0f71Fl+0gSrpxGz83AGByfJjWq6XgWhckibNB8j/sRh1ce6+6didffpDy7uzuCt6AzxGNWshtHhUAH3f3582sHcBzZva9+tc+4+7/oykjERERWUYuOEG6+wCAgfqfJ83sIIC+Sz0wERGRpdTQ7yDNbAuAmwE8Uy/9jpntN7NHzIzevWpmD5rZHjPbUyjwm6RFROw5fhcAAA9DSURBVESWmwVPkGbWBuDvAPyeu08A+DyAbQB2Ye4T5p+zf+fuD7n7bnffnc8HP5wXERFZZhY0QZpZGnOT4xfd/esA4O5D7l519xqAvwBw66UbpoiIyOW1kBSrAXgYwEF3//R59fX1308CwEcAvNTswXUEfS6ngn6WFvRKNeOJqXKZp/RagsRUNXhit0dPzbYgkRokVQGgGjwhO0q3hoJEWzLFt0UieFp7MujFmgpSaKeGeCrOg223a9dNtN4T9NVta+VPp4+Sx4mg5yOC/rnTBZ6e7e7uofX+/tdpvSs4drdtu4bWM0EqGOAJyvls6Lue1r/xt9+m9cGxIPGX4unKDVt40vCm299N61tv5N87jwR9e6fHeKp2VS9PHr986DCt9/cfp/W+q3i/z+IM7xl7NhhPynmCeXqGn6tjY3x937brNlp/z3tvp/W2oBdrexc/N2qJ+NoxU+T9dmeCdPmPvvcErT//7DO0nvDGrlujg2/Qugd52F994NcbWn6jFpJivQPAAwBeNLO99donAdxvZrswdy9DP4DfuiQjFBERWQILSbE+BX47S1PveRQREVlO1ElHRESE0AQpIiJCaIIUEREhFhLSWTLpFB9elKCM+vt1dfJ+feUyTwhWgwRolHotBXWv8VRcJeirCsRp1XQ6SjnysQ4NDdL62XGeTutdE/QmTfF0qAf9bUslvk2jNGxHG++fWw6Wc+z0aVovTBdofbbIE89R8jid5eNcE/RQ7dvA+572rOap17Vr+NPjoyejl2dGaX0+7UFf1488cD+tT4zeReu1Ak9U5zLttH7gAO/DOzHFj7npAt9nUzO8/tzhF2j9zGmeMh06PULr9vRztD5+qp/WEZyvlSihGZ3fQX22xK8fExPjtJ7M8WtBm/EUa0/PWj4eAB09PBG7uovv4/UdPJ199OU9tH4mSLVHivxQwY4bbqT1X3j/+2j9hSe+1tD7RvQJUkREhNAEKSIiQmiCFBERITRBioiIEJogRURECE2QIiIixLK+zWPD5o20PnKWN5SuVILbM4JbBmZneZw8HdwuUq7wOHYmaJTdkufR/VzQDB0Aslke4Y6aWRdmecPk/teO0vqJoLl2ay5H65s28X0wPHyK1qtVvq0Hhvjrv/0d3kA7usUnn+Xj7Ori8fPVwS0Pq4PbMFb18Ns58q28cXcu2G6ZDD8mottdasEtAGW+e+d13ab1tL5zC6/XgrumUh58/xzc1jRT5rc1VYPbIYqVoJl/0LB/psAba09NTND6yBl+m8foIL91phqMfza492Bmlo+nNMvPgVJwO0cpWN9TZ3hz82PBuVd5MXhAQTK+zOdb+HHdGdzO0ZrjjyzcdftdtH786CFaz6SDhya08NtL3vuBX6D1s86vsc2iT5AiIiKEJkgRERFCE6SIiAihCVJERITQBCkiIkIs6xRrW9DIOh8kBwsFnkKbnuCpV0vwhtv79z1P67tuupnWr7n6alovF3lK9uxY3ID61OAArQ8N86a/40GCbyyot+R4unJo8DitT57ljaAt+Naqb1MfrXd18abIa3t58+7etbzB8tpunjJtb+fpt5YWnroLm7+zR4MDUU/4sOl5xJ0fc7Wg+ftidOai0zp4jxTfmclgHxv4MdQe1KOrTCJIySZrvB5tO0TbNNo1zgfkwb6vRcdEUE8EnztqVZ5WrdR4PUr/zgSp12KQ1g+bpwOolviySqUgVR0cp+Yf4m8QJP+TwbarZvj5WguOrXI1iGA3iT5BioiIEJogRURECE2QIiIihCZIERER4oITpJm1mNlPzWyfmb1sZn9Sr281s2fM7IiZfcXMokfei4iIvOUsJMVaBHC3u0+ZWRrAU2b2bQD/GcBn3P3LZva/AHwMwOebObj2Vp5MXNvbS+uvv3aMLydIw75xvJ/WJ8d5AnR0lKdPnw1SqdMT47Qe9ZoEADMe74p6tPat5/01t193La3n87z3YjbD+8Omg56iba18m3Z08H0W9TKNUqapoGepNRYahQdRxuo8yT4mkeDfS1qC76/ofWtNGs+8glSqgx93QevhULQLwm1RDbZFmEoNUqBhLJW/bzV437LP0noiiGYnU0Hf0OBctQa3c3BowcD/QT64FqCTn3vpoFc0MM86BJvaouM66rdb5MnaaE+Wgy9UyvxYmZnl2/qFYPmNuuAnSJ9zrltvuv6fA7gbwNfq9UcBfLhJYxIREVlyC/odpJklzWwvgGEA3wNwFMC4u5+bvk8A4DfAiYiIvAUtaIJ096q77wKwEcCtAHYs9A3M7EEz22NmewoF/qMNERGR5aahFKu7jwN4AsDtALrM7NzvMDcCOBn8m4fcfbe7787n+e+bRERElpuFpFjXmFlX/c85AO8HcBBzE+Uv11/2UQDfvFSDFBERudwWkmJdD+BRM0tibkL9qrs/bmYHAHzZzP4b5kJDDzd7cNXgyeU93byv54kU/RCLcpAa3biOJ0A3922k9Y6ODlrP53lv2GyQAG3Jxps92xIti6dMU0HCzoJ6MojSpVN8TIng9WH6LYzkRWlPnn6LUqBh/K1BwXAa1mhKtlzmqb5KpYkp1oAFKc1EkD6NEtWRKAUatFaFB8nEsMdpkGyOXu/g2zRt/LwMlx8INluYeE4EvXBrYbNXLuraG51LwWV0Xh5cMxtNkZeDN496GEcp1nJwrNQqTbogBC44Qbr7fgD/qku3u7+Gud9HioiIrDjqpCMiIkJoghQRESE0QYqIiBCaIEVERIiFpFiXTJRiTQfJyp+5/npaj9J12Rbe0zBKn0Y9GcOn0wcpOg/6FgKNJ+kaFiXvgm3UsPAp7lEPR/5yCwaaCB5zXwuedB6l5aK+ntFT6y2I70Wvj8ZTDd63WanauYXxcpS6jETbzoJjNOytGr5vsE0b3JfROROlc6vB8qPxJ4NzIxhOKHp5LVhQKkiWR31PI/Od2dE6R311E8EujteB75tiiae5526W+Nca7f/bLPoEKSIiQmiCFBERITRBioiIEJogRURECE2QIiIixLJOseay/OkfuTR/On1XW2NptlqQMo2ET7kPvs0IeybO831J3Bezwe9lgqRewxp7iPs8iUUuWQsSkcEbV4PUXZxWbWw7xGnYJm3PQKN9Txf1HtFxFyR0wyRx+AaNHaNRC9Kol2mUuKwFPUijtG2USE4l+OUwSq9H7xu1I477CDd2bCWjpOciDqHovEE1SAwHydpKkEqdnZ2h9VSK3ykQbolgnJWg53Gz6BOkiIgIoQlSRESE0AQpIiJCaIIUEREhNEGKiIgQyzrFOjpybKmHIPKW86VPf3yphyCyIugTpIiICKEJUkREhNAEKSIiQmiCFBERITRBioiIEBecIM2sxcx+amb7zOxlM/uTev0LZva6me2t/7fr0g9XRETk8ljIbR5FAHe7+5SZpQE8ZWbfrn/tv7j71y7d8ERERJbGBSdIn2v3PlX/a7r+X9iXXkREZCVY0O8gzSxpZnsBDAP4nrs/U//Sp8xsv5l9xsyywb990Mz2mNmeQmG2ScMWERG5tBY0Qbp71d13AdgI4FYzuwHAHwLYAeAdAFYB+IPg3z7k7rvdfXc+z5/vKCIistw0lGJ193EATwC4x90HfE4RwF8BuPVSDFBERGQpWPhE6XMvMFsDoOzu42aWA/BdAP8dwHPuPmBzj0L/DIBZd//EBZZ1GsC5BqurAZy52BV4C7nS1he48tb5Sltf4MpbZ63vynSVu695c3EhKdb1AB41syTmPnF+1d0fN7Mf1CdPA7AXwH+80ILOH4CZ7XH33Qse/lvclba+wJW3zlfa+gJX3jprfa8sC0mx7gdwM6nffUlGJCIisgyok46IiAixlBPkQ0v43kvhSltf4Mpb5yttfYErb521vleQC4Z0RERErkT6EauIiAihCVJERIS47BOkmd1jZofM7IiZzXvf5FuVmT1iZsNm9tJ5tVVm9j0zO1z/f/dSjrGZzGyTmT1hZgfqT3z53Xp9Ja9z9JSbrWb2TP34/oqZZZZ6rM1Ubzv5gpk9Xv/7il1fM+s3sxfrTyvaU6+t2GMaAMysy8y+ZmavmNlBM7t9pa/zfC7rBFm/l/JzAH4ewE4A95vZzss5hsvkCwDueVPtEwC+7+7bAXy//veVogLg4+6+E8BtAH67vl9X8jqfe8rNTQB2AbjHzG7DXBONz7j7NQDGAHxsCcd4KfwugIPn/X2lr+973X3XefcCruRjGgA+C+Af3X0HgJswt69X+jqHLvcnyFsBHHH319y9BODLAO69zGO45Nz9SQCjbyrfC+DR+p8fBfDhyzqoS6jedvD5+p8nMXdS9WFlr7O7O3vKzd0Azj0CbkWts5ltBPCLAP6y/nfDCl7fwIo9ps2sE8C7ATwMAO5eqrcXXbHrfCGXe4LsA3D8vL+fqNeuBGvdfaD+50EAa5dyMJeKmW3BXGOJZ7DC1/nNT7kBcBTAuLtX6i9Zacf3/wTwXwHU6n/vwcpeXwfwXTN7zswerNdW8jG9FcBpAH9V/zH6X5pZK1b2Os9LIZ0lUH/G5oq7v8bM2gD8HYDfc/eJ87+2Etf5zU+5wdzTbVYkM/sQgGF3f26px3IZ3enut2DuV0K/bWbvPv+LK/CYTgG4BcDn3f1mANN4049TV+A6z+tyT5AnAWw67+8b67UrwZCZrQeA+v+Hl3g8TWVmacxNjl9096/Xyyt6nc857yk3twPoMrNzLRxX0vF9B4BfMrN+zP1q5G7M/b5qpa4v3P1k/f/DAL6BuW+CVvIxfQLAifOe9/s1zE2YK3md53W5J8hnAWyvJ98yAH4VwGOXeQxL5TEAH63/+aMAvrmEY2mq+u+iHgZw0N0/fd6XVvI6rzGzrvqfcwDej7nfvT4B4JfrL1sx6+zuf+juG919C+bO2x+4+7/HCl1fM2s1s/ZzfwbwAQAvYQUf0+4+COC4mV1XL70PwAGs4HW+kMveScfMfgFzv8tIAnjE3T91WQdwGZjZ3wC4C3OPihkC8EcA/h7AVwFsxtwjv+5z9zcHed6SzOxOAD8G8CL++fdTn8Tc7yFX6jq/DXOBhfOfcvOnZnY15j5hrQLwAoBfqz8zdcUws7sA/L67f2ilrm99vb5R/2sKwJfc/VNm1oMVekwDgJntwlwIKwPgNQD/AfXjGyt0neejVnMiIiKEQjoiIiKEJkgRERFCE6SIiAihCVJERITQBCkiIkJoghQRESE0QYqIiBD/H9Oo+sUSunxBAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "13 3\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "13 5\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3xbolZYI0WKHE02nFLH98ps1TdO0gabgGnirrBj1dm2txg83jKzylOb92htb3lngfx/6hSVpPsjxJN1vnqbXKfIXWV+t824p9vH9ku8n3qa3w1Fq7E/SbDIKSo2WePt17cB+tj+w+wBdU5y2FF069QOuVeZ409KAvadf5BlSbQdJwfCevX0Bf0N92oo/vo3qXJ6enp/lYSYIc+ekZ3sf20ATfhlzQr/boSydoffYlPoaG+CmAdI6f3wl4gjIJ0qeZHE/H9/cHfXWr/NyorfH9XApC7fOLM7TuKb78yWHer6XR5McFAJoNvk5Jh792Wp7nqdH9O2+i9Xtvu4/WV579O1pfbQfp1qAHc7Y/aDwcXCc2Sq8gRURECE2QIiIihCZIERERQhOkiIgIoQlSRESEeEOmWFMp3huxFaRMuwmvl4L4WDfor5nO8MTUXJWWkRsK+oBmg0apAL73PE/wLSzxNOm+u3lP0YEij331D/M7cDfXeNI3Zzzl5q1lWi+mgoRgge/rZocnerNp/rtbO83TrY+9yNN1L57m+2333nla3zfMk4zFpbO0HjUGTqV5tLJW5YOl3g56sV6GUh9PVXcSvi+aVX4Mxsb5eJ+Y5AnpTnAsF9ZWaX1njo/FYoEv59vf4HetP7Cbj4nSAD8H8gU+ppstfgyCMDpg/DpUzPPtagW9matdfs4E7ZexvMz7FNdXeAK71Q5ivgD6BnjCeDjoG1uZO07r3QZP0A6Xp2j9zimeIp9r8DFaafF9lO0PehXzxWyYXkGKiIgQmiBFREQITZAiIiKEJkgRERFCE6SIiAixpVOszkNiMA/uUB70NCxmeNQwn+W9FNODvGdlO+jv102CVGqW796BwWBFAezawZODvsZjWeM7eKLQCjy51uwE+6KPJ+/6W3yj1xo82ldZ5enWboonDXN5np5tN/k+bbd4PQgUolLjici5J5+i9eeCXxlvG+fJ0Dcd4j0olys8uTnf4L1nvcv3c7BZFzQwxnux1s/w8Z4PksErHd771Jdnab0NPiZ21vnYmhjk5/Heab4vbrqFr//MSZ4wnkzx5y3ngz6/QVq12+Hr02rxsdU/wNczm+VjvetBFNqiMcEfb8F17uz8K3z5AIrVBVov5Hg6tN3l59/Ro/x82jXN06qHpg7SevMlvpxqm+/rs2dO0/qBvo33MGb0ClJERITQBCkiIkJoghQRESE0QYqIiBCaIEVERIiLpljN7DMA3gtg1t3f3Kv9JoBfAPBaU8CPu/vXNnvl+vM85bZ7jCesxop8vt85wNNjjRWejMpEadXgLvFF5z0cU1leL+biFOtP/9idtN689xZaX23x5Nr8Cl9+s8F7gY4M8rxkIc+HSLHI660O37a5SpBu9UFaN+PLzxd579kkxZOD7SrfEcUiT6VWa7xP5wuLvD4d3CW+EUSwu6XgDuhBP05+BlxYO+Hj+tb7DtH6WpNvg6X5s7dXeKK6E5wH9SD+XQ/C3/19PE56+618rJScP37hLD/2MzWeJN51gPcTTZxfV3I5vt86HX6dAPj+yQRp+my0/4Oe080gIZ2PW7EiSfi61ur8GDcawTp1eBq20+CJ4XabnwdDQdr96ApPqy4F/YXBA8wbdimvID8L4AFS/6S739X7b9MnRxERkevpohOku38HwOI1WBcREZEt40reg/xlM3vSzD5jZvzeKADM7EEzO2JmR+p1/icAERGRreZyJ8hPATgI4C4AZwH8XvRAd3/I3Q+7++FSif99WUREZKu5rAnS3c+5e9fdEwB/BODezV0tERGR6+uyerGa2ZS7v9YA8QMAnt68VfpH9908Teu7xnkqdaAQpF6HeEpstcF7TSZFnpItjY/T+to5fofv2aeepfU9+/l2AcDgKE9pFsu8nqrx9OOK836ZjSABl3G+Ty3Ff4caHOKJwnzQb7JZDe4UXufHYGiEJwo96EO51uT7IdhcJF2efBwc5Om6mdkZWn/2BO8DOj3J179vlMfrot9U+d65sFqd94GdmOI9hsd28PHen+OPTzd4enO5zu9onxT5mJhrBr1bszx2me3yhPTKcZ5WzXb5eiYJv+zNneR7e2IPfwcplebb1elGbyXxMZrJBD2hoxRrkFxvtvj+bHSCpCeA0RF+Xel2edo9bfwYlAp8n1bXeHwlafN1PbBzD60fWznFlw+eRt8sl/Ixj78A8C4AY2Z2CsBvAHiXmd0FwAEcA/CLV3EdRURErrmLTpDu/iFS/vRVWBcREZEtQ510RERECE2QIiIihCZIERER4rJSrNfK7iDxNzHO63sm+Z3Uk6C3arsTpMESXu8G6b1sLkgmOu8/evbVE3yFAMyc4cm1bIYn5so5/vgdAzyZWAjuHn/Xm/bT+plZ3mPx1RM8sdhs831UKgSfgQ0a35bLQfK4xvuMpoLf9crFoBdkhzcCzaT58+YyPC33wil+jOtBT9rb9wT9RPO8d2s9uUAjzcBAma9rLstP926L79NWmicZM8Gv1aVgjK4u8nToUedjqDzBU6OLp/lYjDobH3jzJK23jCc3z57l6dO1Ku9XWh7i517ifMwlPLiJJOE7NCijvhakZKMketBLFgCaTT7eK4v8OYb5rkOnw8/jJEjDTo6N0noxSO7ePMWvTzPHnuMrtEn0ClJERITQBCkiIkJoghQRESE0QYqIiBCaIEVERIgtnWLdc3AnrU9M8CRgp82Tia02T0ZZkABNB3dGbzXCGBotT0zuoPVm0AMWABYXeV/XU+d4L0IE/SZ37dpN63e89e20Phz0IO22gl6v83wbKgt8/dec76PqKu+jmc7xJGa+GKQ6+3mCD+AJTTT574bZDB8TmRRPmbaCvpgzC8F2gaf67tjLU8fI8ONyIZ1gfBUywb5L8204ceYorTeaPNU5ijFaL6f4+doGP89qHX7MovPSjO/TyipPYiYWjPV2kMJd5mnbTsIToPk+3sPWwR+fdPnYSngZnS4/l/LB9WxwgKf7AaDb4U+yXOE9VNOZYF1bfF+3g/68Y8P82pgKzu+JPv74XWWeIt8segUpIiJCaIIUEREhNEGKiIgQmiBFREQITZAiIiLElk6x7t3B02/VapBaC1oUZtJB+tR4vdvhyc208d1VKPD0WybP64UiT2QBwPQk7x/5VPIUrZ+c4anRhSDB1woSiM0KX04p6JU6UuaJuadqPL15dp6n4hAk+PLdoM9llSccs0EPx3xwDJKEJyKToGFmyvjvkikL0q3Ok6FPvMr7iY738/ReIR4qocXTs7Q+k+NJ6PwI7yV89NhxWm80+b7DGO9BuvdW3kczF6Rbsym+/KEJnj6dfYWP6dlXecIxnePndzsd9AUOAsbVVT6m6w2+nOHRab4+KT521+9HT5YzxPdbKsXHaKEULR9Yq/F9vWsX75XaavPzo7rKl1NZrND6408+S+v3veM+Wm82+TV/V5mPiSBcvmF6BSkiIkJoghQRESE0QYqIiBCaIEVERAhNkCIiIsRFU6xmthvAnwKYwHqs6iF3/wMzGwHweQD7ABwD8EH34Bbhl+nM2dO03uLtR9EOeh0ixVNl0S2+s0FiMWoDmsvx9F6pj6cDCyX+eAAojvO7qVfWeDp0psITfLfd/c9o/fHneTLx0ccep/V8nq/rbIWnylZrfJ8OFnjyLl/m9WKw75oN/rzNYFA0W7w/ryc85tYOetsWi3w/tLtBP9H6Kq13Ovx5T83xtN9Nl5FibVX4Nhx79lVaL0/yJGBnlu+7VCv4vXqEn2eNDB+71uL79MRxnsIt53gye/+9U7Q+d4JfD9bqwXWixNc/VeDPmy7wMQrn+6cdnMNAnlZzeb6e2aAvcDsIFzcbUZ9iIAnOg6jnataDdHk3GBMZ3lP5xaMztN43wNOt+/fzBPDOLD8Gx4LQ/EZdyivIDoBfc/fbAbwNwC+Z2e0APgbgEXe/GcAjva9FRES2hYtOkO5+1t3/offvVQDPAZgG8D4AD/ce9jCA91+tlRQREbnWNvQepJntA3A3gEcBTLj72d63ZrD+J1j2Mw+a2REzO1KvB5/kFxER2WIueYI0szKAvwTwq+7+T/6Y7u6OoO2Duz/k7ofd/XDpAu+9iYiIbCWXNEGaWRbrk+Ofuftf9crnzGyq9/0pAPyddRERkTegS0mxGoBPA3jO3X//vG99BcBHAPxO7/9f3uyVq6d4bLRlPKWXK/A0mEdp1eB5yyV+B+5skCqLEl8I+nF2mkFvWADNoLenZfg6jU/upPWBMn+1Xu7vp/UjzzxP6wtLPDXa18eXPzLAE5GZFB9q7S5PSjaWeM/VwTJPxSE4Bo160CNylScKS0EwsVziY3Fllff1TDp8u/qKfIxWVjbv7QfP8tRiM0gYd2Z44nYiG5wHEzx5nMnx86NV5cufPcET1XMvnaP1kUMjtH7bIL8e3HpPkMCe58dsbo6PiQT8WGYLfPnNoBdrq8X3QyNIPA+P8gizB71bPUhgJ1G8FUDK+LLawScF1l8rkeeIXmql+eM9xcfoV7/1BK1/6IP8/JvuCxrlbpJLaVZ+H4APA3jKzF77LMDHsT4xfsHMPgrgOIAPXp1VFBERufYuOkG6+3cBBC+R8O7NXR0REZGtQZ10RERECE2QIiIihCZIERER4lJCOtdNNup1mOaprGyWJ6Zy2aCvYPC86SAFuNLg6bfmGk+5ra3N0Xq9xpcDAJ2gD+zRM3xZy4s8ebeywp9jaoSnwe45tJcvZ5WnSdsdfgzaXZ6UHB7jCcR60Ct1NuhNiiI/NmtVvh9yWZ7SG+znadta0Myi5Xy78sGvmPkhvvzVap3WgxatlyU/yJOy01OTtN43yZOAz73IE4V7BvgxGBrh6dZTS7xFs68u0/r0oYO0nvTz5z0dLL+T8D7FSZefG9lc9Pigb2+Lj5ValUdA3YPLbYfXZ07P0/rwKE/Jlvv4mGvUgkgqgCTFz78EfLyvLPN6vcH3RQd8XfNFfvWdX+TXm0f+lo/Ff3n/22l9s+gVpIiICKEJUkREhNAEKSIiQmiCFBERITRBioiIEFs6xZoP0qdR5C/vPJ2WafHlrAWJy3qV9x9NgjBYs8G/sVDhy1kOkqEAsLLGt+H4HO/XWAySvi/OBNvQ5M89mgnu1j7B7+Q9fvBmWn/+SZ42aweHshCkTHMWpEbTfEFjQzxBOb/Ek5KdTjBW0nx9VpeCfpnDvLft4ip/fKvJn9cLPF18OdbO8edOpukd6ZAKEsm1hK9rtcPHyuAyH3O1hI+5dIsnHJebwfILfF8n5WFaXz3Hx5DV+fVjfD/fP6sVvj/nZ/n2Rsc4FfRQjS7D3SDhXavwxHYxx68F8ws85QsAA8M8+RqtamWZP3fLg08W5PhrsPIQ76mczvDHP/siP48npk7R+r7JMVrfKL2CFBERITRBioiIEJogRURECE2QIiIihCZIERERYkunWNNBb9XRoB9nJglSa84jWfmg/2VjkfdA7PDQHZpB6i4XJC5HBnkaDwDaXZ6Yy6X57zLDozzBV5nnvVufOcN7gd46zJefKfGeqOdOHKP1iUne73OuwpOMsydmad2DW5C2W0FaLs/7jw4N8H1dDiLJx0/zu9nPLvI6UjyxeDa4O/303v18MQkfQ5dj/iWerhzL8wHcbfOUY/c037b0NN+nxRRP4k60+XlZCBKUZ1b5vqsEPUUX5nmS8Z179tH6+Bgfo6U8v07UUydovcCHHPIZvv9z2QKtJx5EvHP8+tcNEtgLC3w/dDpxL9baCj/vh4anaL1YChLPFX696Rrfp+kMr5eDfrtHT/M+uY+f4M+7jx/iDdMrSBEREUITpIiICKEJUkREhNAEKSIiQmiCFBERIS6aYjWz3QD+FMAEAAfwkLv/gZn9JoBfAPBajOjj7v61zVy5HYM89ZUNGgVamsfKkiB9asZ/Pxjo5ym9RtDHdLnCU4BzczwBWqnyJBgADAXJuDHeuhD5Fn+OM6++Suu1dpCAK/ME4h0tnkA86HzfTU7tovVmne+7IL+HVIovfy24c3kz6H8ZPd6DPqOrVZ4iXgz65ybBWNy9by+tj0/wdOC54y/S+uVoBant1CBPjU7fuoPWjx8NkolBj9OV3Xx9bp++idb7gvMyv3Sa1l9t8OctV0Zo/da33EvrjUV+zjtYRgoAABGNSURBVJSCc8+7fD8sLfBkcya4rmSMb3Auzy/Da21+nWgFodS1Gu/dmg76CwPAapVvQ5TMz5d4v9eod2sniv4bT+gOBj1ai2v8CQ7ccTdf/ia5lI95dAD8mrv/g5n1A3jMzL7Z+94n3f13r97qiYiIXB8XnSDd/SyAs71/r5rZcwD4LR5ERES2iQ29B2lm+wDcDeDRXumXzexJM/uMmdFPrJvZg2Z2xMyO1Oub92FoERGRq+mSJ0gzKwP4SwC/6u4rAD4F4CCAu7D+CvP32M+5+0PuftjdD5dK/D1FERGRreaSJkgzy2J9cvwzd/8rAHD3c+7edfcEwB8B4O+Ii4iIvAFdSorVAHwawHPu/vvn1ad6708CwAcAPL3ZKzdU4okmT/PVTpy/Ql1aWKD1VpP392sHichchieyRvp4/8CVJZ7RHMjzBBcAHAh6md55E08aLi/z1OWe4TfR+quneGrtpZM8ifuDl2do/eTMIq3vGuV9bHMDPP3mQcTYgyTm0go/lujyBF+jwftiVoMo4PFzQR/NYpnWD7/9HbQ+OjhE6zPzvM9ouT+IKV+GkVt5qrOb578PV6p8X2RTfJtffZT3Ju1keJ/Z6Z08Hrp/J48y5IJ9MfPyM7R+6zvfRusHbruN1k//8AlaTxr8vO8fHKf1Zu0ora9U+VtJ5QE+RvNFfj1IZYPXL11+vWk1gtRri/dfBgDv8mRwe5WfZ/k+3vu5WBqk9ZUgNV9r8WtveSAYK6OjtL770D5axwl+Hm/UpaRY7wPwYQBPmdnjvdrHAXzIzO7C+kc/jgH4xU1ZIxERkS3gUlKs3wX/uNqmfuZRRERkK1EnHREREUITpIiICKEJUkREhLiUkM51M7scpL7yPBk1WOLJx8EST33N1ZZpvVHjydAGeNrPaRXIBT0Q+4biFOvkGE8O9hd4Ija1g6fHOim+rpUVnnA8eY4n3Z4/ydOqL5/g9TMrPJ02lg36UAZJvXab77uZOf68tTV+zLpdfnRWg76e0bG85xDvrbpzkqfrXj3K07/NIG07PsbTgZejluXnx/GTL9N6vrOT1kcHeH/e9Ao/lgfGeYo1Cfpuvlzl+2gq6Ot53xjvY9s3PUbrA8F5vxr0Pj2zwMdWLug7PNofHPvTvA9yOfgceKPGU6+dhO83D3q9eptfIxYX+VgHgIVK3BeaGe7nKeyBgeA5Mnwbxsf5daivn6fdmwWeCh/Kx31mN4NeQYqIiBCaIEVERAhNkCIiIoQmSBEREUITpIiICKEJUkREhNjSH/NIgia7STCvt4OPNtSqPFrvQaY/m+PR5HbQ4Dod/Jox3McjyMVSvNv7g58pZfnP5IKPtjQTvnG5Io/ud7M8vl0a5nHsd76TR9wb9TVaf+LoKVpfWOHP25rnzdPbbR5L7wu2q9Hk+2GyzGPpbzrAP0ow1M/HxKsvvEjrSwv8I0Sjw8FHfDp8/S/H6iz/qM3QGD9mb7rndlrPGP9Ywg8eeZzWD919B63XM/wjONXVM7T+yBO8mfh90wdp/Uemb6L1pMU/PrG2Fny8q87HXAb8owdIBWPO+cdLukE9epWytMTHaL3J9yfSfPnNC4ytdsKvK92giTmCj+yMj03Q+mA//9jaoUP8mKHLP6K0vMzP+3yBN7Y/hwpf/gbpFaSIiAihCVJERITQBCkiIkJoghQRESE0QYqIiBBbOsU6PrWb1tPGmyV3Wzzd1Ul4GrbZ5InLZr1K67kCT4mNjfGG4YMlnh4r9sXNyjPBryzpoOm2GU+xZvM8ebewFO0jnhJrB4m5xIOh08fTbP0DPEm8XOFJw3qNP/5H7uBNw3eM8MTl2Vmeko1aHA8U+HdqTb6e7Tqv7x7lY2ViZIA/cW7zUqz5Ch9fuVG+j1KpIHXZ4OfH+Agf7+dOHaN1T/hyUsFBmN5xiNZ37ub1maO8Ofi5c3x9lhcWaL1V5enfNef7s5ni59jLs8GNAlr8ujI9wZOeXfCEphX4GMr38fVJd+Jm5eOj/Ht7gnE6PjVN6/2D/bSetHgqtRZch2orvGF8vcavT8XhzWvyz+gVpIiICKEJUkREhNAEKSIiQmiCFBERIS46QZpZwcy+b2ZPmNkzZvZbvfp+M3vUzF42s8+bGX+nX0RE5A3oUlKsTQD3u3vVzLIAvmtmXwfwHwB80t0/Z2b/C8BHAXxqM1cuX8jTugVNVAs5HotLpXgKLWnzhNVw/zitlwd5Yqpc4r9n5INfPxw8hQsASYcn4ILgLpI032Zv8h9Ign6yw33895tslw+RhZmjtP7CaZ5Oy2X5zhg0nlbd+eYDtD6QN1pvtXkab7CPJzeXV3j6dHmVp+US48svZ/nYClrkorbKk4wo8ONSHpjkj7+AQ2/ifS5rqzyl+fTff4/WW6t8H2XbPC257wDv9ZoP9t3qAt8XmQ4fK88sPEnrBQt6kxpPr9eChPTaEq93nO+3VpefM52Ej9FUmu+38gjv/1vO8mRzy3jCtBBcC5J2MOYA7Jrmz713Bx93rXqQPq3y52g2+DV2ZZUvZ7nC++E2kuD8q8zRej/GaH2jLvoK0te9tvXZ3n8O4H4AX+zVHwbw/k1ZIxERkS3gkt6DNLO0mT0OYBbANwG8AmDZ3V/7tfcUAP4BGRERkTegS5og3b3r7ncB2AXgXgC3XuoTmNmDZnbEzI7Ugw9Vi4iIbDUbSrG6+zKAbwN4O4AhM3vtDapdAE4HP/OQux9298OlEn8/SEREZKu5lBTruJkN9f5dBPAeAM9hfaL82d7DPgLgy1drJUVERK61S0mxTgF42NabfqYAfMHdv2pmzwL4nJn9VwA/BPDpzV65bIqnVdvBncIbQZLRg98DBkeD1F2Op9PSCNKwTd7vsxn0gE2l499LSiWedGsnPKHWCFJlK8u8/+UaD+qh0uDr2qrzBN9yhS+okOLp2b58lPbkfT1b4Mfy7BLfLmvz9Oly8Gf9ajNK8/JTIp/hiep2kFjsgo/dqAFplHy8HFO3jtD6/At8X1Tq/O7ry+d4MvGW/fy8Ke8eovXTy+do/cUXXqT1TJAMnpmZpfVdXf6XqZ05fixbbX7s20G/z7XgvD82y8+N8RH++LfcydPFUzt30fpqM+hfXOXnxsFJ3qd4ciJOdK4FzzG/yNOkrQofK2tr/DoULWdxiV8zGx1+DBacb/OhNL9W886wG3fRCdLdnwRwN6kfxfr7kSIiItuOOumIiIgQmiBFREQITZAiIiKEJkgRERHiUlKs101pkKfl6qv8rtPtJk9Ydbo8WZnN8F6H3YQnqTzoG1oMUq/ZIGGFoK8gACws83RXEqRYa3We6pyr8ATiS2eCxOIq75lYCHqKJu2gOWyOpz1Xgh6n3aDvZqvFU3GpoCd+0FYXawlffqkYHLOgn2/UPjeb44nFfInvh2aLH/vlCj+OI5fRn6py7gytZ/v4eF+r8XUa7+Np2DsP/3+ZPQDA2RWeMn3hlVdoPR3s68mbdtJ6s8wff+7kMq0vB71eT7/Kz7HaCk+3RgnjfHDs73vr7bQ+vYenWKPLQSdI5e/btZvXd0zQeqvJE+oAsHj2FK2fPXM2+Am+Ts0mT/Senee9Upsdvk+XW/xEqxWC8z64hm8WvYIUEREhNEGKiIgQmiBFREQITZAiIiKEJkgRERFiS6dYl5Z5WrUZ9P3LOk9KWlDvdqNerzzNli2VaB0F3j/Vg+Rjtc77EwLA8jLvl9kK+zLybZtf5sm+xUWe4Ot4cDfyNE/qmfGNS4I+ua0gZupBOrcdpFu73aCPZpAELOR5n87RgeBu8FHi2fhYyQW9cxPw7cobX9GS8eN4Oc6c4gnE7ABPh/aB74s77ryN1otTPN3aPnGC1mvHZvhy+vixKQUJ4MmJYf68I7wHbLLAx8qJ+aO0Xl3jY7dT4wnjw4f5Xf/ue8eP0/rSAj8nlxb5/tlz8GZaL+b4mJuf4z1vq0t8+QCwPM+vsdUKv05Ugmtvq8uvT40OPwZr4Mc+EyRxD+zlce7JqSlax9I8r2+QXkGKiIgQmiBFREQITZAiIiKEJkgRERFCE6SIiAhh7sGdz6+Cqclx/+iHf+aaPZ+IiMjFfOJ3//Axdz/8+rpeQYqIiBCaIEVERAhNkCIiIoQmSBEREUITpIiICHHRCdLMCmb2fTN7wsyeMbPf6tU/a2avmtnjvf/uuvqrKyIicm1cSrPyJoD73b1qZlkA3zWzr/e+95/c/YtXb/VERESuj4tOkL7+Qclq78ts779r9+FJERGR6+CS3oM0s7SZPQ5gFsA33f3R3rc+YWZPmtknzYzeo8bMHjSzI2Z2pF7nt5MRERHZai5pgnT3rrvfBWAXgHvN7M0Afh3ArQDeCmAEwH8JfvYhdz/s7odLJX4PMBERka1mQylWd18G8G0AD7j7WV/XBPAnAO69GisoIiJyPVy0F6uZjQNou/uymRUBfAPAfwPwmLufNTMD8EkADXf/2EWWNQfgeO/LMQCbc9vnN4YbbXuBG2+bb7TtBW68bdb2bk973X389cVLSbFOAXjYzNJYf8X5BXf/qpl9qzd5GoDHAfz7iy3o/BUwsyOsOex2daNtL3DjbfONtr3AjbfN2t4by6WkWJ8EcDep339V1khERGQLUCcdERER4npOkA9dx+e+Hm607QVuvG2+0bYXuPG2Wdt7A7mmN0wWERF5o9CfWEVERAhNkCIiIsQ1nyDN7AEze8HMXjazC35u8o3KzD5jZrNm9vR5tREz+6aZvdT7//D1XMfNZGa7zezbZvZs744vv9Krb+dtju5ys9/MHu2N78+bWe56r+tm6rWd/KGZfbX39bbdXjM7ZmZP9e5WdKRX27ZjGgDMbMjMvmhmz5vZc2b29u2+zRdyTSfI3mcp/yeAnwJwO4APmdnt13IdrpHPAnjgdbWPAXjE3W8G8Ejv6+2iA+DX3P12AG8D8Eu947qdt/m1u9zcCeAuAA+Y2duw3kTjk+5+E4AlAB+9jut4NfwKgOfO+3q7b++Pu/td530WcDuPaQD4AwB/7e63ArgT68d6u29z6Fq/grwXwMvuftTdWwA+B+B913gdrjp3/w6AxdeV3wfg4d6/Hwbw/mu6UldRr+3gP/T+vYr1k2oa23ub3d3ZXW7uB/DaLeC21Tab2S4A/wLAH/e+Nmzj7Q1s2zFtZoMA3gng0wDg7q1ee9Ftu80Xc60nyGkAJ8/7+lSvdiOYcPezvX/PAJi4nitztZjZPqw3lngU23ybX3+XGwCvAFh2907vIdttfP93AP8ZQNL7ehTbe3sdwDfM7DEze7BX285jej+AOQB/0vsz+h+bWR+29zZfkEI610HvHpvb7vM1ZlYG8JcAftXdV87/3nbc5tff5Qbrd7fZlszsvQBm3f2x670u19A73P0erL8l9Etm9s7zv7kNx3QGwD0APuXudwOo4XV/Tt2G23xB13qCPA1g93lf7+rVbgTnzGwKAHr/n73O67OpzCyL9cnxz9z9r3rlbb3NrznvLjdvBzBkZq+1cNxO4/s+AP/KzI5h/a2R+7H+ftV23V64++ne/2cBfAnrvwRt5zF9CsCp8+73+0WsT5jbeZsv6FpPkD8AcHMv+ZYD8HMAvnKN1+F6+QqAj/T+/REAX76O67Kpeu9FfRrAc+7+++d9aztv87iZDfX+XQTwHqy/9/ptAD/be9i22WZ3/3V33+Xu+7B+3n7L3X8e23R7zazPzPpf+zeAnwDwNLbxmHb3GQAnzexQr/RuAM9iG2/zxVzzTjpm9tNYfy8jDeAz7v6Ja7oC14CZ/QWAd2H9VjHnAPwGgP8N4AsA9mD9ll8fdPfXB3nekMzsHQD+L4Cn8I/vT30c6+9DbtdtfgvWAwvn3+Xmt83sANZfYY0A+CGAf9u7Z+q2YWbvAvAf3f2923V7e9v1pd6XGQB/7u6fMLNRbNMxDQBmdhfWQ1g5AEcB/Dv0xje26TZfiFrNiYiIEArpiIiIEJogRURECE2QIiIihCZIERERQhOkiIgIoQlSRESE0AQpIiJC/D8q4wjou59dHAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "16 18\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "17 3\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "17 5\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "18 8\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "18 10\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "18 18\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}